TECHNICAL SOLUTION
Solutions
Turn enterprise materials into verifiable, rollbackable, retrievable and observable AI knowledge versions.
Material intake
Collect only enterprise identity, material locations, public scope and target actions.
Fact extraction
Extract candidate identities, facts, conditions and sources from pages, catalogs and descriptions.
Source verification
Server rules check authorization, field risk, unknowns, conflicts and private boundaries.
Version governance
Use one approved version to drive pages, JSON-LD, Markdown/JSON and retrieval.
Public publishing
Keep public pages separate from read-only search/fetch; record platform feeds and advertising separately.
Observation loop
When sources change, update only affected fields; observe public-discovery effects separately.
Key principles
Internal production GPT, server rules and read-only consumers must stay separated. Internal understanding does not mean public search discovery. High-risk claims require observation records or authorization evidence.
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